{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 不同损失函数 对比\n",
    "\n",
    "## 引入第三方包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 定义过程可视化方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_training(history=None, metric='acc', title='Model Accuracy', loc='lower right'):\n",
    "    model_list = []\n",
    "    fig = plt.figure(figsize=(10, 8))\n",
    "    for key, val in history.items():\n",
    "        model_list.append(key.replace(HISTORY_DIR, '').rstrip('.history'))\n",
    "        plt.plot(val[metric])\n",
    "\n",
    "    plt.title(title)\n",
    "    plt.ylabel(metric)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.legend(model_list, loc=loc)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载预训练模型记录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "HISTORY_DIR = './pre-trained/history/loss/'\n",
    "history = {}\n",
    "for filename in glob.glob(HISTORY_DIR + '*.history'):\n",
    "    with open(filename, 'rb') as f:\n",
    "        history[filename] = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "captcha_rmsprop_binary_crossentropy_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n",
      "captcha_rmsprop_categorical_crossentropy_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n",
      "captcha_rmsprop_poisson_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n",
      "captcha_rmsprop_mse_bs_100_epochs_100 dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n"
     ]
    }
   ],
   "source": [
    "for key, val in history.items():\n",
    "    print(key.replace(HISTORY_DIR, '').rstrip('.history'), val.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准确率变化（训练集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# del history[HISTORY_DIR+'captcha_rmsprop_categorical_crossentropy_bs_100_epochs_100'+'.history']\n",
    "plot_training(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 损失值变化（训练集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training(history, metric='loss', title='Model Loss', loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准确率变化（测试集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training(history, metric='val_acc', title='Model Accuracy (val)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 损失值变化（测试集）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training(history, metric='val_loss', title='Model Loss (val)', loc='upper right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
